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Multimodal Search on MAT-Search

86AccuracyGemini-3-Pro
58.9665.987380.02Jun 4, 2026

Evaluation results

MethodLinks
Gemini-3-ProWorkflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0686
GPT-5Workflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0684.67
SenseNova-MARSWorkflow=Agentic Model, Model Type=Open-source2026.0683.33
Gemini-3-FlashWorkflow=Direct Answer, Model Type=Proprietary2026.0682.67
Qwen3-VL-8B-InstructWorkflow=Agentic Model (zero-shot), Model Type=Open-source2026.0682.67
Gemini-3-FlashWorkflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0682.67
TAPOWorkflow=Agentic Model, Model Type=Open-source, Backbone=SAPO2026.0682.67
Gemini-2.5-FlashWorkflow=Direct Answer, Model Type=Proprietary2026.0682
Gemini-3-ProWorkflow=Direct Answer, Model Type=Proprietary2026.0682
Qwen3-VL-32B-InstructWorkflow=Agentic Model (zero-shot), Model Type=Open-source2026.0682
Qwen3-VL-8B-Instruct+SAPOWorkflow=Agentic Model, Model Type=Open-source2026.0682
Qwen2.5-VL-32B-InstructWorkflow=Agentic Model (zero-shot), Model Type=Open-source2026.0681.33
GPT-5.2Workflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0680.67
GPT-5.2Workflow=Direct Answer, Model Type=Proprietary2026.0680
GPT-4o-miniWorkflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0680
GPT-4oWorkflow=Direct Answer, Model Type=Proprietary2026.0679.33
GPT-5Workflow=Direct Answer, Model Type=Proprietary2026.0679.33
GPT-4oWorkflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0676.67
Gemini-2.5-FlashWorkflow=Agentic Model (zero-shot), Model Type=Proprietary2026.0675.33
Visual-ARFTWorkflow=Agentic Model, Model Type=Open-source2026.0674
MMSearch-R1Workflow=Agentic Model, Model Type=Open-source2026.0674
Qwen3-VL-32B-InstructWorkflow=Direct Answer, Model Type=Open-source2026.0672.67
GPT-4o-miniWorkflow=Direct Answer, Model Type=Proprietary2026.0672.66
Qwen2.5-VL-32B-InstructWorkflow=Direct Answer, Model Type=Open-source2026.0671.33
Qwen3-VL-8B-InstructWorkflow=Direct Answer, Model Type=Open-source2026.0667.33
Qwen2.5-VL-7B-InstructWorkflow=Agentic Model (zero-shot), Model Type=Open-source2026.0667.33
Qwen2.5-VL-7B-InstructWorkflow=Direct Answer, Model Type=Open-source2026.0660